{"id":"W1990175035","doi":"10.1002/tea.21067","title":"New metaphors about culture: Implications for research in science teacher preparation","year":2012,"lang":"en","type":"article","venue":"Journal of Research in Science Teaching","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Science education; Sociology; Social science education; Ethnic group; Equity (law); Pedagogy; Social science; Epistemology; Psychology; Political science; Anthropology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04046656,0.00143314,0.002085342,0.008056754,0.01280604,0.01880965,0.005350922,0.006456463,0.006939644],"category_scores_gemma":[0.04744897,0.0008197778,0.001471546,0.009351579,0.09309087,0.05124007,0.01211444,0.01507639,0.000615525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01266725,"about_ca_system_score_gemma":0.007476847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007576704,"about_ca_topic_score_gemma":0.007667765,"domain_scores_codex":[0.9596866,0.03645215,0.0005817388,0.0008962561,0.001292681,0.001090658],"domain_scores_gemma":[0.8689657,0.1174551,0.003699438,0.002925322,0.004218003,0.002736292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000028262,0.00006818573,0.0004742684,0.0003824561,0.00001273071,0.0004605073,0.2057811,0.0002223481,0.00008020127,0.784564,0.001994142,0.005931774],"study_design_scores_gemma":[0.00002885635,0.00004075013,0.0006312588,0.001512445,0.00001938599,0.0003598333,0.4569764,0.0008804119,0.0001433406,0.5008282,0.03852255,0.00005651427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1583017,0.09441361,0.1045155,0.4486406,0.00757881,0.0006138479,0.0002710295,0.0001467824,0.1855181],"genre_scores_gemma":[0.9293176,0.02288122,0.02649432,0.01416629,0.001042044,0.001012966,0.00006223779,0.00009658204,0.004926774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04046656,"threshold_uncertainty_score":0.2140102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5191058058577324,"score_gpt":0.6724275424104231,"score_spread":0.1533217365526908,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}